Artificial intelligence: A powerful paradigm for scientific research

Y Xu, X Liu, X Cao, C Huang, E Liu, S Qian, X Liu… - The Innovation, 2021 - cell.com
Artificial intelligence (AI) coupled with promising machine learning (ML) techniques well
known from computer science is broadly affecting many aspects of various fields including …

Guidelines for bioinformatics of single-cell sequencing data analysis in Alzheimer's disease: review, recommendation, implementation and application

M Wang, W Song, C Ming, Q Wang, X Zhou… - Molecular …, 2022 - Springer
Alzheimer's disease (AD) is the most common form of dementia, characterized by
progressive cognitive impairment and neurodegeneration. Extensive clinical and genomic …

Chromatin-accessibility estimation from single-cell ATAC-seq data with scOpen

Z Li, C Kuppe, S Ziegler, M Cheng, N Kabgani… - Nature …, 2021 - nature.com
A major drawback of single-cell ATAC-seq (scATAC-seq) is its sparsity, ie, open chromatin
regions with no reads due to loss of DNA material during the scATAC-seq protocol. Here, we …

scBasset: sequence-based modeling of single-cell ATAC-seq using convolutional neural networks

H Yuan, DR Kelley - Nature Methods, 2022 - nature.com
Single-cell assay for transposase-accessible chromatin using sequencing (scATAC) shows
great promise for studying cellular heterogeneity in epigenetic landscapes, but there remain …

[HTML][HTML] AI applications in functional genomics

C Caudai, A Galizia, F Geraci, L Le Pera… - Computational and …, 2021 - Elsevier
We review the current applications of artificial intelligence (AI) in functional genomics. The
recent explosion of AI follows the remarkable achievements made possible by “deep …

Whole genome deconvolution unveils Alzheimer's resilient epigenetic signature

E Berson, A Sreenivas, T Phongpreecha… - Nature …, 2023 - nature.com
Abstract Assay for Transposase Accessible Chromatin by sequencing (ATAC-seq)
accurately depicts the chromatin regulatory state and altered mechanisms guiding gene …

Deep learning modeling m6A deposition reveals the importance of downstream cis-element sequences

Z Luo, J Zhang, J Fei, S Ke - Nature communications, 2022 - nature.com
Abstract The N 6-methyladenosine (m6A) modification is deposited to nascent transcripts on
chromatin, but its site-specificity mechanism is mostly unknown. Here we model the m6A …

Single-cell omics: experimental workflow, data analyses and applications

F Sun, H Li, D Sun, S Fu, L Gu, X Shao, Q Wang… - Science China Life …, 2024 - Springer
Cells are the fundamental units of biological systems and exhibit unique development
trajectories and molecular features. Our exploration of how the genomes orchestrate the …

MOCHA's advanced statistical modeling of scATAC-seq data enables functional genomic inference in large human cohorts

S Rachid Zaim, MP Pebworth, I McGrath… - Nature …, 2024 - nature.com
Single-cell assay for transposase-accessible chromatin using sequencing (scATAC-seq) is
being increasingly used to study gene regulation. However, major analytical gaps limit its …

PeakVI: A deep generative model for single-cell chromatin accessibility analysis

T Ashuach, DA Reidenbach, A Gayoso, N Yosef - Cell reports methods, 2022 - cell.com
Single-cell ATAC sequencing (scATAC-seq) is a powerful and increasingly popular
technique to explore the regulatory landscape of heterogeneous cellular populations …